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Research themes

  • statistical learning: domain adaptation, ranking, concentration inequalities, generalization bounds, metric learning
  • grammatical inference: stochastic rational languages (on strings and trees), weighted automata, learnable grammars
  • multimedia mining: fusion in multimodal learning, semi-supervised learning, multilabel classification
  • signal processing (with the signal and image processing group of LATP): we work on drawing connections between machine learning and signal processing (algorithms, theory, etc)

Ongoing projects

ANR Projects

  • 2015-2018, ANR MAD : "Inpainting of Missing Audio Data"
  • 2012-2015, ANR GRETA: "GREediness - Theory and Algorithms".
  • 2009-2014, ANR LAMPADA: "Learning Algorithms, Models an sPArse representations for structured DAta".

Short Projects

  • 2014-2016, Projet Exploratoire ISIS PROGEST : "Prolongement du geste pour la création musicale".
  • 2013 PEPS Project: "FLAME -- FunctionaL data Analysis in Machine lEarning".
  • 2013 PEPS Project (BMI): "CAMPA -- CAractérisation Multimodale des déficits sensori-moteurs Post-AVC".

Terminated Projects

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